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Title |
Research on the performance of grid computing for distributed neural networks |
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Author |
Bo Yang, Ya-dong Wang, Xiao-hong Su |
| Citation |
Vol. 6 No. 4 pp. 179-187 |
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Abstract |
In this paper we report the first evaluation of cooperation computing for neural networks in distributed environment. Several performance-relevant factors are considered, including architecture of computing service, workflow and cooperation strategy. Evidence on basic processes and performance of such strategies of cooperation computing are reviewed. We also present a theoretical analysis of distributed-training strategies of neural networks for structure-distributed and data-distributed. The evaluation concludes by briefly considering selected open questions and emerging directions in construction of grid computing for distributed neural networks. |
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Keywords |
Artificial neural network, Grid computing, Cooperation strategy, Training algorithm, Performance evaluation |
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